jama_current, Twitter, 1/14/2023 12:59:09 PM, 287973


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jama_current_2023-01-14_04-09-38.xlsx
jama_current_2023-01-14_04-09-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2023
Short Description:
jama_current via NodeXL https://bit.ly/3ZF9i7x
@jama_current
@ahmedxmukhtar
@hlfrisbie
@wbfeldman
@peterkistler3
@celinegounder
@jamanetwork
@synthige
@ktkadakia
@vabvox

Top hashtags:
#covid19
#longcovid
#stroke
#medtwitter
#foamcc
#inhalers
#hearingloss
#foamed

Description:
Description
The graph represents a network of 4,546 Twitter users whose recent tweets contained "jama_current", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 12:13 UTC.

The tweets in the network were tweeted over the 2964-day, 0-hour, 14-minute period from Wednesday, 03 December 2014 at 00:44 UTC to Saturday, 14 January 2023 at 00:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4546
Unique Edges : 5044
Edges With Duplicates : 13267
Total Edges : 18311
Number of Edge Types : 9
Retweet : 3222
MentionsInRetweet : 6024
Replies to : 1153
MentionsInReplyTo : 5421
Mentions : 1775
MentionsInQuote : 245
Tweet : 148
Quote : 107
MentionsInQuoteReply : 216
Self-Loops : 546
Reciprocated Vertex Pair Ratio : 0.0272005222500272
Reciprocated Edge Ratio : 0.0529604914733609
Connected Components : 2
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 4542
Maximum Edges in a Connected Component : 18285
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.724001
Graph Density : 0.000456935266777888
Modularity : 0.372035
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,546 Twitter users whose recent tweets contained "jama_current", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 12:13 UTC.

The tweets in the network were tweeted over the 2964-day, 0-hour, 14-minute period from Wednesday, 03 December 2014 at 00:44 UTC to Saturday, 14 January 2023 at 00:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : jama_current
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[40] https://jamanetwork.com/journals/jama/fullarticle/2800186?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011123#.Y73WV3gG5ZU.twitter
[33] https://jamanetwork.com/journals/jama/fullarticle/2789338?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=090922#.Yxub-6ZSlUc.twitter
[31] https://jamanetwork.com/journals/jama/fullarticle/2790933?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122022#.Y6J4hEN7ST0.twitter
[18] https://jamanetwork.com/journals/jama/fullarticle/2800151?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010323#.Y7QbTK14MEQ.twitter
[15] https://doi.org/10.1001/JAMA.2022.22790
[15] https://jamanetwork.com/journals/jama/article-abstract/2799909
[12] https://jamanetwork.com/journals/jama/fullarticle/2799834?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121722#.Y53j7b6d40U.twitter
[11] https://jamanetwork.com/journals/jama/pages/2022-most-viewed-jama
[11] https://jamanetwork.com/journals/jama/fullarticle/186671?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010323#.Y7S_FXDaA-o.twitter
[10] https://jamanetwork.com/journals/jama/fullarticle/186671?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010223#.Y7OnMdnlxiM.twitter

Top URLs in Tweet in G1:
[33] https://jamanetwork.com/journals/jama/fullarticle/2789338?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=090922#.Yxub-6ZSlUc.twitter
[29] https://jamanetwork.com/journals/jama/fullarticle/2790933?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122022#.Y6J4hEN7ST0.twitter
[11] https://jamanetwork.com/journals/jama/fullarticle/186671?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010323#.Y7S_FXDaA-o.twitter
[9] https://jamanetwork.com/journals/jama/pages/2022-most-viewed-jama
[9] https://twitter.com/kamleshkhunti/status/1605480501728247809/photo/1
[9] https://twitter.com/jessica711fore/status/1609150697617907712?s=46&t=d4W1Doy8Sto6kMcI-xdP3g
[8] https://twitter.com/jessica711fore/status/1609166618592153601?s=46&t=d4W1Doy8Sto6kMcI-xdP3g
[5] https://jamanetwork.com/journals/jama/fullarticle/2800039?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010423#.Y7Y9XCS8I-8.twitter
[5] https://www.dentalfairness.com/
[4] https://twitter.com/javier20ch/status/1607911823768190977/photo/1

Top URLs in Tweet in G2:
[17] https://jamanetwork.com/journals/jama/fullarticle/2800151?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010323#.Y7QbTK14MEQ.twitter
[12] https://jamanetwork.com/journals/jama/fullarticle/2799834?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121722#.Y53j7b6d40U.twitter
[9] https://jamanetwork.com/journals/jama/fullarticle/186671?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010223#.Y7OnMdnlxiM.twitter
[9] https://jamanetwork.com/journals/jama/fullarticle/2799872?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121722#.Y53v7II6C7g.twitter
[8] https://jamanetwork.com/journals/jama/fullarticle/2799662?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122122#.Y6N52eCdgvs.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2800108?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122322#.Y6YIC3Zgqng.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2800108?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122322#.Y6ZZsf6QF8h.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2800041?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010823#.Y7rn8zqisrU.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2799405?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121422#.Y5kIrNarzUd.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2800178?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011123#.Y784FHr26ss.twitter

Top URLs in Tweet in G3:
[5] https://paper.li/CMichaelGibson/1356220442?edition_id=bd470ef0-8c26-11ed-9537-fa163e6ccaff
[4] https://paper.li/CMichaelGibson/1356220442?edition_id=69e14130-85dd-11ed-9537-fa163e6ccaff
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=95959b10-81ef-11ed-9537-fa163e6ccaff
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=6b7d0850-8126-11ed-9537-fa163e6ccaff
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=14c323a0-844b-11ed-9537-fa163e6ccaff
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=ea64fc60-8381-11ed-9537-fa163e6ccaff
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=138dbf70-8902-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=988bb380-7881-11ed-be9f-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=c081aa70-82b8-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=e92ab630-8838-11ed-9537-fa163e6ccaff

Top URLs in Tweet in G4:
[13] https://jamanetwork.com/journals/jama/article-abstract/2799909
[4] https://jamanetwork.com/journals/jama/fullarticle/2799177?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122622#.Y6nNGN-49jk.twitter
[2] https://twitter.com/AhmedxMukhtar/status/1607792853354442752
[2] https://twitter.com/ktkadakia/status/1613955325836644352/photo/1
[2] https://twitter.com/ktkadakia/status/1612847725950672897/photo/1
[2] https://twitter.com/ktkadakia/status/1612847414364311556/photo/1
[2] https://twitter.com/ktkadakia/status/1612848366551027712/photo/1
[1] https://twitter.com/AhmedxMukhtar/status/1607792853354442752/photo/1
[1] https://twitter.com/ktkadakia/status/1613955224925765632/photo/1
[1] https://twitter.com/ktkadakia/status/1613955104893190145/photo/1

Top URLs in Tweet in G5:
[15] https://doi.org/10.1001/JAMA.2022.22790
[6] https://doi.org/10.1001/JAMA.2022.20954
[5] https://www.hopkinsmedicine.org/news/newsroom/news-releases/program-that-trains-community-health-workers-to-deliver-hearing-care-shows-success-among-low-income-older-adults
[4] https://doi.org/10.1001/JAMA.2022.22974
[4] https://jhucochlearcenter.org/hears
[4] https://twitter.com/SuenJonathan/status/1608544941952880640/photo/1
[3] https://twitter.com/JAMA_current/status/1605654346196258853
[2] https://edhub.ama-assn.org/jn-learning/audio-player/10.1001/jama.2022.19890?utm_source=twitter&utm_medium=social_jama&utm_term=8501335682&utm_campaign=article_alert&linkId=195128611
[2] https://medicalxpress.com/news/2022-12-health-unaffordable-people-employer-sponsored-insuranceespecially.html
[2] https://publichealth.jhu.edu/2023/new-study-links-hearing-loss-with-dementia-in-older-adults

Top URLs in Tweet in G6:
[2] https://jamanetwork.com/journals/jamacardiology/fullarticle/2797284
[2] https://twitter.com/Williamswealt12/status/1605389261674614784/photo/1
[1] https://experimentalhistory.substack.com/p/the-rise-and-fall-of-peer-review
[1] https://jamanetwork.com/journals/jama/fullarticle/2799915?guestAccessKey=79e1d9bb-e5a2-4a5c-930f-aca2bb01834b&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=olf&utm_term=122822
[1] https://www.cbsnews.com/news/most-people-who-ended-up-with-long-covid-started-with-a-mild-case-new-study-shows/?ftag=CNM-00-10aab8d&linkId=196453368
[1] https://twitter.com/duanebailey/status/1612446719119167489/photo/1
[1] https://twitter.com/drtaranarula/status/1612803011432030210/video/1
[1] https://www.nbcnews.com/health/health-news/drug-deaths-pregnant-women-hit-record-high-rcna60090
[1] https://twitter.com/SHSInc/status/1606281045174779910/photo/1
[1] https://twitter.com/Dr_Oubre/status/1607886848654704641

Top URLs in Tweet in G7:
[2] https://jamanetwork.com/journals/jama/article-abstract/2800037
[2] https://twitter.com/SteveJoffe/status/1611458745065943040/photo/1
[2] https://jamanetwork.com/journals/jama/article-abstract/2800036
[1] https://jamanetwork.com/journals/jama/article-abstract/192740
[1] https://jamanetwork.com/journals/jama/fullarticle/2799571?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=120822#.Y5JVSPDTfHc.twitter
[1] https://www.statnews.com/pharmalot/2023/01/03/medicare-cancer-biologics-inflation-rebates/
[1] https://twitter.com/wbfeldman/status/1610329075918184451?s=20
[1] https://twitter.com/bnrome/status/1613016946626428928/photo/1
[1] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2770540
[1] https://jamanetwork.com/journals/jama/fullarticle/2800700

Top URLs in Tweet in G8:
[2] https://twitter.com/ivanhbet/status/1613096142102724610/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2800314
[1] https://twitter.com/MichaelOkun/status/1611713992019288064/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2799151?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121122#.Y5XblsRO4vc.twitter
[1] https://twitter.com/MichaelOkun/status/1601933271499436032/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2799405?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121822#.Y59KUhOGaAg.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2799907?guestAccessKey=ba234059-adb1-46f8-91af-da6989f7e0a1&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=etoc&utm_term=122722
[1] https://twitter.com/MichaelOkun/status/1607845437863608320/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2799927?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122822#.Y6xUOsijB5s.twitter
[1] https://twitter.com/MichaelOkun/status/1608110497252900864/photo/1

Top URLs in Tweet in G9:
[3] https://twitter.com/TimRichmondFan1/status/1610416260998643712/photo/1
[2] https://twitter.com/old_gray_wolf/status/1610866894520881153/photo/1
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC164225/
[2] https://twitter.com/SharonandGlenn/status/1610452591640739840/photo/1
[1] https://twitter.com/TimRichmondFan1/status/1610415666485501952/photo/1
[1] https://twitter.com/TimRichmondFan1/status/1610297468339494913/photo/1
[1] https://www.wsj.com/articles/are-vaccines-fueling-new-covid-variants-xbb-northeast-antibodies-mutation-strain-immune-imprinting-11672483618
[1] https://twitter.com/TimRichmondFan1/status/1610392561608261632/photo/1
[1] https://twitter.com/TimRichmondFan1/status/1610418095906070530/photo/1
[1] https://www.wishtv.com/news/medical/new-study-finds-organ-recipients-rejecting-transplant-after-receiving-covid-vaccine/

Top URLs in Tweet in G10:
[4] https://isanidad.com/235277/el-covid-persistente-la-salud-mental-y-el-cambio-climatico-principales-problemas-de-salud-global-para-2023/
[2] https://jamanetwork.com/journals/jama/fullarticle/2799870
[2] https://twitter.com/ml_barnett/status/1608899136992215040/photo/1
[2] https://twitter.com/ml_barnett/status/1473837800030150657/photo/1
[1] https://twitter.com/srinmurthy99/status/1603811093973184512/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2799872
[1] https://twitter.com/remap_cap/status/1608015017110110209/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2793825
[1] https://jamanetwork.com/crawlprevention/governor?content=%2fjournals%2fjama%2ffullarticle%2f2799872
[1] https://jamanetwork.com/journals/jama/fullarticle/2797443

Top Domains
Top Domains in Tweet in Entire Graph:
[988] jamanetwork.com
[561] twitter.com
[72] paper.li
[36] nih.gov
[32] doi.org
[23] ama-assn.org
[15] medicalxpress.com
[9] thesgem.com
[8] nejm.org
[8] nature.com

Top Domains in Tweet in G1:
[294] jamanetwork.com
[188] twitter.com
[15] ama-assn.org
[8] nih.gov
[5] dentalfairness.com
[4] youtube.com
[3] instagram.com
[3] medicaldialogues.in
[3] edzardernst.com
[3] tiktok.com

Top Domains in Tweet in G2:
[455] jamanetwork.com
[37] twitter.com
[2] wa.gov
[2] obgproject.com
[2] paper.li
[1] thehill.com
[1] nejm.org
[1] audacy.com
[1] iasusa.org
[1] edu.au

Top Domains in Tweet in G3:
[60] paper.li
[57] twitter.com
[24] jamanetwork.com
[6] inhalemd.com
[5] bmj.com
[4] nih.gov
[4] nature.com
[4] risehealth.org
[3] fiercepharma.com
[3] wsj.com

Top Domains in Tweet in G4:
[29] twitter.com
[27] jamanetwork.com
[2] nejm.org
[1] cms.gov

Top Domains in Tweet in G5:
[34] twitter.com
[31] doi.org
[17] jamanetwork.com
[14] medicalxpress.com
[8] ama-assn.org
[5] hopkinsmedicine.org
[4] jhucochlearcenter.org
[2] jhu.edu
[2] harvard.edu
[1] rumble.com

Top Domains in Tweet in G6:
[10] twitter.com
[8] jamanetwork.com
[3] nih.gov
[1] substack.com
[1] cbsnews.com
[1] nbcnews.com
[1] trib.al
[1] nejm.org
[1] cdc.gov
[1] nature.com

Top Domains in Tweet in G7:
[15] jamanetwork.com
[11] twitter.com
[2] fshfoundation.in
[1] statnews.com
[1] patent-reviews.com
[1] nature.com
[1] wordpress.com

Top Domains in Tweet in G8:
[12] twitter.com
[10] jamanetwork.com
[1] medscape.com
[1] nih.gov
[1] cbsnews.com
[1] medicalxpress.com

Top Domains in Tweet in G9:
[28] twitter.com
[2] canada.ca
[2] cdc.gov
[2] nejm.org
[2] nih.gov
[1] wsj.com
[1] wishtv.com
[1] thelancet.com
[1] asm.org
[1] yalemedicine.org

Top Domains in Tweet in G10:
[8] jamanetwork.com
[8] twitter.com
[4] isanidad.com
[1] nih.gov
[1] substack.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[211] covid19
[181] longcovid
[99] stroke
[67] medtwitter
[66] foamcc
[63] inhalers
[45] hearingloss
[43] foamed
[42] measles
[36] emtwitter



Top Hashtags in Tweet in G1:
[166] longcovid
[142] covid19
[99] stroke
[62] foamcc
[45] medtwitter
[40] foamed
[36] emtwitter
[34] medstudents
[32] measles
[26] paxlovid

Top Hashtags in Tweet in G2:
[19] medtwitter
[13] tea
[12] homophobia
[11] trans
[9] medstudenttwitter
[7] covid19
[7] healthcare
[5] covid
[4] measles
[4] greatesthitsthis

Top Hashtags in Tweet in G3:
[22] covid19
[16] medicalnews
[14] study
[14] dig
[14] disseminate
[14] unbelievable
[14] itemization
[12] podcast
[11] cannabis
[10] medicine

Top Hashtags in Tweet in G4:
[2] lipid
[1] regulatoryscience
[1] inflationreductionact
[1] healthcaredivest
[1] measles

Top Hashtags in Tweet in G5:
[27] hearingloss
[16] olderadults
[15] healthcareworkers
[14] criticallyillpatients
[11] insurance
[10] dementia
[7] covid19
[6] grant
[6] planning
[6] deprescribing

Top Hashtags in Tweet in G6:
[2] covid19
[1] longcovid
[1] health
[1] publichhealth
[1] imannavabi
[1] ashkanmorovati
[1] ss35
[1] r2p4iran
[1] ucsfmgr
[1] binance

Top Hashtags in Tweet in G7:
[62] inhalers
[8] inflationreductionact
[1] ira
[1] ash22
[1] crspr

Top Hashtags in Tweet in G8:
[2] longcovid
[2] covid19
[1] exercise
[1] meningitis
[1] paxlovid
[1] dna
[1] suddencardiacdeath
[1] thescanby2minutemedicine
[1] medicine
[1] wellness

Top Hashtags in Tweet in G9:
[2] misinformation
[1] scienceupfirst
[1] nocovidamnesty
[1] coi
[1] ehr
[1] woke

Top Hashtags in Tweet in G10:
[13] antimicrobial_stewardship_pearls
[4] covidpersistente
[3] ap
[2] covid19
[1] remapcapfamily
[1] lomásleído
[1] salud
[1] investigación
[1] saludmental

Top Words
Top Words in Tweet in Entire Graph:
[4163] jama_current
[651] javier20ch
[559] jamanetwork
[494] part
[486] health
[457] revisión
[441] excelente
[439] care
[416] patients
[392] covid

Top Words in Tweet in G1:
[2100] jama_current
[646] javier20ch
[453] revisión
[437] excelente
[383] lt
[282] gt
[275] tema
[268] publicado
[267] severa
[267] 14mg

Top Words in Tweet in G2:
[588] jama_current
[471] jamanetwork
[398] part
[155] covid
[109] 19
[72] patients
[60] health
[55] care
[52] during
[47] patient

Top Words in Tweet in G3:
[218] jama_current
[173] acto
[147] thelancet
[93] hlfrisbie
[90] jama_c
[90] vacuna
[86] resultados
[86] validar
[86] necesitan
[86] 2º

Top Words in Tweet in G4:
[232] ahmedxmukhtar
[215] health
[209] care
[206] workers
[200] years
[199] ago
[199] unionizing
[199] investigate
[199] asked
[199] benefit

Top Words in Tweet in G5:
[283] jama_current
[78] study
[70] health
[62] hearing
[60] medical_xpress
[47] adults
[46] older
[46] care
[43] community
[42] devices

Top Words in Tweet in G6:
[46] jama_current
[16] study
[16] articles
[15] drtaranarula
[12] one
[12] risk
[11] uressien
[10] bob_wachter
[10] matters
[9] eat

Top Words in Tweet in G7:
[74] wbfeldman
[69] patents
[68] jama_current
[66] 2000
[64] brand
[64] name
[63] active
[63] manufacturers
[63] earned
[62] 111

Top Words in Tweet in G8:
[55] jama_current
[33] michaelokun
[19] called
[17] patient
[16] disease
[15] love
[15] person
[15] series
[15] different
[14] dura

Top Words in Tweet in G9:
[139] jama_current
[129] mediasmarts
[129] marco_zenone
[129] caulfieldtim
[129] statnews
[129] journoresource
[129] ualbertalaw
[129] katharinesmart
[129] cntrp
[120] scienceupfirst

Top Words in Tweet in G10:
[52] jama_current
[32] remap_cap
[25] patients
[24] term
[24] outcomes
[24] ill
[24] critically
[24] srinmurthy99
[23] longer
[22] latest

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[459] jama_current,part
[440] excelente,revisión
[424] part,jamanetwork
[306] health,care
[272] publicado,jama_current
[270] tema,leve
[270] lt,12mg
[270] recién,publicado
[270] hipercalcemia,recién
[270] severa,gt

Top Word Pairs in Tweet in G1:
[436] excelente,revisión
[268] publicado,jama_current
[267] 14mg,etiología
[267] leve,lt
[267] revisión,tema
[267] gt,14mg
[267] severa,gt
[267] jama_current,excelente
[267] lt,12mg
[267] recién,publicado

Top Word Pairs in Tweet in G2:
[396] jama_current,part
[380] part,jamanetwork
[106] covid,19
[82] jama_current,jamanetwork
[33] sars,cov
[26] associated,lower
[25] long,term
[24] life,associated
[24] during,daily
[24] activity,during

Top Word Pairs in Tweet in G3:
[86] resultados,revista
[86] 1er,acto
[86] 2º,acto
[86] necesitan,publicarse
[86] vacuna,necesitan
[86] revista,reconocida
[86] acto,thelancet
[86] validar,vacuna
[86] acto,validar
[86] reconocida,2º

Top Word Pairs in Tweet in G4:
[208] health,care
[206] care,workers
[199] asked,myself
[199] myself,nearly
[199] nearly,years
[199] workers,benefit
[199] benefit,unionizing
[199] years,ago
[199] wanted,investigate
[199] unionizing,asked

Top Word Pairs in Tweet in G5:
[45] older,adults
[29] jhsph_hearing,jama_current
[25] jama_current,study
[25] community,health
[23] health,care
[23] health,worker
[22] medical_xpress,study
[21] letting,unsafe
[21] regulations,letting
[21] unsafe,medical

Top Word Pairs in Tweet in G6:
[9] ucsfcvp,uressien
[9] power,reducing
[9] much,power
[9] uressien,mkushel
[9] reducing,risk
[9] disease,choose
[9] choose,eat
[9] study,jama_current
[9] matters,much
[9] mkushel,bob_wachter

Top Word Pairs in Tweet in G7:
[64] brand,name
[62] earned,111
[62] #inhalers,patents
[62] 2000,2021
[62] patents,active
[62] billion,brand
[62] name,#inhalers
[62] manufacturers,earned
[62] 2021,manufacturers
[62] 111,billion

Top Word Pairs in Tweet in G8:
[15] love,series
[15] jama_current,patient
[15] series,called
[15] patient,person
[15] person,different
[15] different,disease
[15] called,jama_current
[14] disease,dura
[14] michaelokun,love
[8] jama_current,translate

Top Word Pairs in Tweet in G9:
[129] mediasmarts,ualbertalaw
[129] marco_zenone,jama_current
[129] jama_current,cntrp
[129] cntrp,mediasmarts
[129] katharinesmart,journoresource
[129] ualbertalaw,katharinesmart
[127] journoresource,statnews
[124] caulfieldtim,marco_zenone
[120] cmaj,scienceupfirst
[108] genomebc,cmaj

Top Word Pairs in Tweet in G10:
[25] remap_cap,jama_current
[24] critically,ill
[23] term,outcomes
[23] longer,term
[22] covid19,patients
[22] ill,covid19
[22] outcomes,critically
[22] patients,hospital
[22] latest,remap_cap
[22] jama_current,longer

Top Replied-To
Top Replied-To in Entire Graph:
@jama_current
@javier20ch
@einstigator
@caulfieldtim
@thesgem
@amaedhub
@old_gray_wolf
@weselymd
@us_fda
@cmangurian

Top Replied-To in G1:
@jama_current
@javier20ch
@amaedhub
@weselymd
@drcaliff_fda
@jackalo08043309
@bestdentalplan1
@teamtrace
@weldonberger
@willsabol

Top Replied-To in G2:
@cmangurian
@docjeffd
@carlosdelrio7
@ekutscher
@lynette13751775
@scotty_113
@caulfieldtim
@avis_favaro
@oldhamster58
@mkornblum

Top Replied-To in G3:
@jama_current
@nhlbi_translate
@absteward
@paulstavrou3
@hlfrisbie
@drtoddlee
@jackalo08043309
@b1gten01
@therabbithole84
@jeffsilver83

Top Replied-To in G4:
@us_fda
@joe_bruch
@ahmedxmukhtar
@ktkadakia
@vankaanita
@poojac99
@jackkall8
@rwyeh
@nicogagelmann
@missanabeem

Top Replied-To in G5:
@jama_current
@medical_xpress
@drcaliff_fda
@papinskyo
@celinegounder
@maxjordan_n
@hhsgov
@abikhalil_t
@drdeidracrews

Top Replied-To in G6:
@ucsfcvp
@drtaranarula
@jama_current
@foxnews
@yeaquwana
@businessinsider
@thijsreuten
@ali_aminian_md
@pokmantom
@pperezde

Top Replied-To in G7:
@wbfeldman
@elliotcohen
@naturebiotech
@stevejoffe
@hollylynchez
@kaytesb
@akesselheim
@jama_current
@andrewmoorepain

Top Replied-To in G8:
@michaelokun
@takamatsuo_id
@javier20ch
@denadubal
@drpkchhetri2
@skullbasemd
@jacquesmorcosmd
@jama

Top Replied-To in G9:
@einstigator
@caulfieldtim
@old_gray_wolf
@logicalleroy
@chazfcf
@marilynheinemd
@angelaa85
@colossusphd
@rdelane45014342
@timrichmondfan1

Top Replied-To in G10:
@srinmurthy99
@jama_current
@ml_barnett
@mohamme72157286

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@javier20ch
@jamanetwork
@ahmedxmukhtar
@thelancet
@innov_medicine
@hhsgov
@statnews
@marco_zenone
@cntrp

Top Mentioned in G1:
@jama_current
@javier20ch
@innov_medicine
@hhsgov
@weselymd
@apothera
@sfar_org
@fdatobacco
@virusesimmunity
@jamanetwork

Top Mentioned in G2:
@jama_current
@jamanetwork
@carlosdelrio7
@sebpoule
@cgmmaher
@ekutscher
@cmangurian
@elpaido
@caulfieldtim

Top Mentioned in G3:
@jama_current
@thelancet
@hlfrisbie
@nejm
@cmichaelgibson
@reuters_health
@nature
@bmj_latest
@yalemed

Top Mentioned in G4:
@ahmedxmukhtar
@jama_current
@ktkadakia
@cesarcaraballoc
@hmkyale
@jsross119
@harvardmed
@us_fda
@jamainternalmed
@_xiaojuanli

Top Mentioned in G5:
@jama_current
@medical_xpress
@us_fda
@jhsph_hearing
@alisonhuangphd
@carrieniemanmd
@ktkadakia
@kbibbinsdomingo
@nicksreed
@suenjonathan

Top Mentioned in G6:
@jama_current
@drtaranarula
@uressien
@mkushel
@bob_wachter
@journalgim
@cdcgov
@ali_aminian_md
@jamasurgery
@cnn

Top Mentioned in G7:
@wbfeldman
@jama_current
@portal_research
@akesselheim
@bnrome
@jamanetwork
@arieldora
@aoeverhart
@harvardmit_crs
@jama

Top Mentioned in G8:
@jama_current
@michaelokun
@jamaneuro
@jamanetwork
@jamacardio
@medscape
@hoomankamel
@samplease
@rablab_ucsf
@ut_infectious

Top Mentioned in G9:
@jama_current
@marco_zenone
@cntrp
@mediasmarts
@ualbertalaw
@katharinesmart
@journoresource
@statnews
@cmaj
@scienceupfirst

Top Mentioned in G10:
@jama_current
@remap_cap
@srinmurthy99
@ml_barnett
@mohamme72157286
@ihme_uw
@paulsaxmd
@uw
@swulfie
@chrisnutricion

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@yarosisnancy
@lizditz
@vonrosenchild
@noriesun
@thehill
@abscbnnews
@reuters
@awkward_1110
@cnbsnana

Top Tweeters in G1:
@threadreaderapp
@bonsoirmichel
@tyberzannxxxx
@darylgibson
@barbiewithatude
@_l17r_
@southerngemgal
@cynicalvision50
@culiraj
@sharma14828

Top Tweeters in G2:
@donotgiveuphope
@pppatticake
@jesusnarrowway
@gadflyquebec
@kirkmurphy
@hopealdridge
@jeannebartram
@marciasgreen
@m7m5ea
@lsferguson

Top Tweeters in G3:
@thehill
@arturocamachob1
@bbcnews
@wordfinga
@natricer
@wsj
@syawal
@basuashis
@kate97417476
@samiamsamh

Top Tweeters in G4:
@ksp_libs
@digyoursoul
@diana_chumley
@cruellaisdevine
@caesura30
@sallynjack96
@qz
@griffinmang
@post_liberal
@arrianna_planey

Top Tweeters in G5:
@vonrosenchild
@andrewmorrisuk
@scott_squires
@monitor_ph
@epidatageek
@doritmi
@fbonacci
@physorg_health
@coyotegulch
@np_grwl

Top Tweeters in G6:
@abscbnnews
@reuters
@businessinsider
@bfmtv
@cnbc
@foxnews
@no2hitting
@nytimes
@latimes
@afpfr

Top Tweeters in G7:
@yeah_tyler
@grumpeoldman
@calzole
@vallen67
@d_s_thakur
@gwynethbell32
@michele_mattea
@annstrahm
@snakecharmers
@toruokada69

Top Tweeters in G8:
@klausriede
@walkingcities
@roshni_beeharry
@medscape
@imichelr
@shimtunley
@orlandorpn
@gyriandsulci
@3421_luis
@2minmed

Top Tweeters in G9:
@misterchambo
@pairmobile
@sonodoc99
@statnews
@tylerblack32
@robinmonotti
@know_nothing_r
@colossusphd
@journoresource
@ftc

Top Tweeters in G10:
@iceman_ex
@isanidad
@drdaleneedham
@joey_sugar
@anniefeighery
@ajiman1
@grantsfacilitat
@pergamic
@knrxrx
@sina_lana